Stability analysis and predictive modeling of mine pressure manifestation along the air-retained roadway DOI Open Access
Rui Liu

Applied Mathematics and Nonlinear Sciences, Journal Year: 2025, Volume and Issue: 10(1)

Published: Jan. 1, 2025

Abstract In this paper, FLAC3D software is used to construct a simulation model analyze the stability of town mine along hollow stay roadway. order reduce geological disasters such as deformation and instability roadway triggered by overload mining pressure, CatBoost predict pattern manifestation combined with Bayesian algorithm realize iterative optimization prediction model. The horizontal stresses coal gangs at 5.105m 17.080m return in front workings suddenly increased 2.364MPa 4.702MPa, displacement section 0~15m from face rapidly 2.869mm, an increase about 188.63%. pressure on roof plate open channel 0~32m more intense cyclical, average 2.529MPa. sinking speed accelerated unexpected 40m face, maximum amount can reach 77.065mm. manifestation, paper performs well compared other models, errors between predicted actual values are reduced 92.96%, 78.22%, 84.54%, respectively, fitting coefficient R 2 improved 67% that unoptimized 67.80% higher than for three stations also show almost same trend values, which fully demonstrates effectively manifestation.

Language: Английский

Boosting-Based Machine Learning Applications in Polymer Science: A Review DOI Open Access
Ivan Malashin, В С Тынченко, Andrei Gantimurov

et al.

Polymers, Journal Year: 2025, Volume and Issue: 17(4), P. 499 - 499

Published: Feb. 14, 2025

The increasing complexity of polymer systems in both experimental and computational studies has led to an expanding interest machine learning (ML) methods aid data analysis, material design, predictive modeling. Among the various ML approaches, boosting methods, including AdaBoost, Gradient Boosting, XGBoost, CatBoost LightGBM, have emerged as powerful tools for tackling high-dimensional complex problems science. This paper provides overview applications science, highlighting their contributions areas such structure-property relationships, synthesis, performance prediction, characterization. By examining recent case on techniques this review aims highlight potential advancing characterization, optimization materials.

Language: Английский

Citations

1
Stability analysis and predictive modeling of mine pressure manifestation along the air-retained roadway DOI Open Access
Rui Liu

Applied Mathematics and Nonlinear Sciences, Journal Year: 2025, Volume and Issue: 10(1)

Published: Jan. 1, 2025

Abstract In this paper, FLAC3D software is used to construct a simulation model analyze the stability of town mine along hollow stay roadway. order reduce geological disasters such as deformation and instability roadway triggered by overload mining pressure, CatBoost predict pattern manifestation combined with Bayesian algorithm realize iterative optimization prediction model. The horizontal stresses coal gangs at 5.105m 17.080m return in front workings suddenly increased 2.364MPa 4.702MPa, displacement section 0~15m from face rapidly 2.869mm, an increase about 188.63%. pressure on roof plate open channel 0~32m more intense cyclical, average 2.529MPa. sinking speed accelerated unexpected 40m face, maximum amount can reach 77.065mm. manifestation, paper performs well compared other models, errors between predicted actual values are reduced 92.96%, 78.22%, 84.54%, respectively, fitting coefficient R 2 improved 67% that unoptimized 67.80% higher than for three stations also show almost same trend values, which fully demonstrates effectively manifestation.

Language: Английский

Citations

0